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Benchmarks
Temporal-like Out-of-Distribution Detection on YAGO3-10 (Frequency Mean Split)
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0.942
AUROC
CAGP
0.53432
0.64016
0.746
0.85184
Dec 26, 2025
AUROC
AUPR
F1@0.5
Updated 4d ago
Evaluation Results
Method
Method
Links
AUROC
AUPR
F1@0.5
CAGP
Method Category=Learne...
2025.12
0.942
-
-
Simple avg
Method Category=Single...
2025.12
0.892
-
-
Semantic (Usem, freq)
Method Category=Single...
2025.12
0.824
-
-
Structural (Ustr, cov)
Method Category=Single...
2025.12
0.76
-
-
SNGP
Method Category=Score-...
2025.12
0.64
-
-
Deep Ensemble
Method Category=Score-...
2025.12
0.6
-
-
MC Dropout
Method Category=Score-...
2025.12
0.58
-
-
UKGE
Method Category=Score-...
2025.12
0.55
-
-
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